{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3d03f633",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "166 µs ± 957 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "normal_list=range(10000)\n",
    "%timeit [1**2 for i in normal_list]\n",
    "# 165 µs ± 1.09 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b06de81d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.81 µs ± 35.6 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "np_list=np.arange(10000)\n",
    "%timeit np_list**2\n",
    "# 速度快了两个数量级\n",
    "# 3.07 µs ± 42.7 ns per loop (mean ± std. dev. of 7 runs, 100000 loops each)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7901e476",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3. 3. 3. 3. 3.]\n"
     ]
    }
   ],
   "source": [
    "# *3 在numpy的操作呗运行在每一个元素上\n",
    "np_list=np.ones(5)*3\n",
    "print(np_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6293e80d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], 15)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# *3 普通的列表吧改操作认为是整体性操作\n",
    "normal_list=[1,1,1,1,1]*3\n",
    "normal_list, len(normal_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2f8b37e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[0.00000000e+000, 2.35541534e-312, 2.41907520e-312],\n",
       "        [2.14321575e-312, 2.46151512e-312, 2.31297541e-312],\n",
       "        [2.35541533e-312, 2.05833592e-312, 2.22809558e-312]],\n",
       "\n",
       "       [[2.56761491e-312, 2.48273508e-312, 2.05833592e-312],\n",
       "        [2.05833592e-312, 2.29175545e-312, 2.07955588e-312],\n",
       "        [2.14321575e-312, 0.00000000e+000, 0.00000000e+000]]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.zeros(100)\n",
    "np.zeros((2,3))\n",
    "np.empty((2,3,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ce17e4fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0.],\n",
       "       [0., 1., 0.],\n",
       "       [0., 0., 1.]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.eye(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cf5db887",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., 0., 0.])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ones_like(np_list)\n",
    "np.zeros_like(np_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4c861af8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 2, 3, 4],\n",
       "       [5, 6, 7, 8]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=[[1,2,3,4],[5,6,7,8]]\n",
    "arr_np=np.array(data)\n",
    "arr_np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3486c48e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.        , 0.11111111, 0.22222222, 0.33333333, 0.44444444,\n",
       "       0.55555556, 0.66666667, 0.77777778, 0.88888889, 1.        ])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 另一个常用的初始化方法\n",
    "np.linspace(0,1,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9a520d78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(200, 504)\n"
     ]
    }
   ],
   "source": [
    "#504=252 X 2 两年美股交易日总数\n",
    "stock_cnt=200\n",
    "view_days=504\n",
    "stock_day_change=np.random.standard_normal((stock_cnt,view_days))\n",
    "print(stock_day_change.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5fb060dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.73522457 -0.58221399 -0.68161313 -0.06997499  0.52960704]]\n"
     ]
    }
   ],
   "source": [
    "#打印出第一只股票前五个交易日的涨跌幅情况\n",
    "print(stock_day_change[0:1,:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "63ddef0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.73522457, -0.58221399, -0.68161313, -0.06997499,  0.52960704],\n",
       "       [-0.97126164,  1.00352049,  0.73155169, -0.27589782,  0.06273008]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_day_change[0:2,0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4eeb022e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[ 0.55409576,  1.32681678, -0.40373811, -0.550034  ,  1.28492114],\n",
       "        [ 0.34290936,  0.72447866,  1.13060776, -0.29882772, -1.50172656]]),\n",
       " array([[-0.73522457, -0.58221399, -0.68161313, -0.06997499,  0.52960704],\n",
       "        [-0.97126164,  1.00352049,  0.73155169, -0.27589782,  0.06273008]]))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# copy以防止应用值被修改\n",
    "tmp=stock_day_change[0:2,0:5].copy()\n",
    "stock_day_change[0:2,0:5]=stock_day_change[-2:,-5:]\n",
    "# b=tmp\n",
    "stock_day_change[-2:,-5:]=tmp\n",
    "# view result\n",
    "stock_day_change[0:2,0:5],stock_day_change[-2:,-5:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d91e9c60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.55409576  1.32681678 -0.40373811 -0.550034    1.28492114]\n",
      " [ 0.34290936  0.72447866  1.13060776 -0.29882772 -1.50172656]]\n",
      "[[ 0  1  0  0  1]\n",
      " [ 0  0  1  0 -1]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0.55,  1.33, -0.4 , -0.55,  1.28],\n",
       "       [ 0.34,  0.72,  1.13, -0.3 , -1.5 ]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(stock_day_change[0:2,0:5])\n",
    "#astype(int)将涨跌幅转换为int后的结果，可以更清楚的发现涨跌幅数据两端的极值。\n",
    "print(stock_day_change[0:2,0:5].astype(int))\n",
    "#2代表保存li\n",
    "np.around(stock_day_change[0:2,0:5],2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e493aa0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[        nan,  1.32681678, -0.40373811, -0.550034  ,  1.28492114],\n",
       "       [ 0.34290936,  0.72447866,  1.13060776, -0.29882772, -1.50172656]])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp_test=stock_day_change[0:2,0:5].copy()\n",
    "tmp_test[0][0]=np.nan\n",
    "tmp_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "95848c07",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ True  True False False  True]\n",
      " [False  True  True False False]]\n"
     ]
    }
   ],
   "source": [
    "mask=stock_day_change[0:2,0:5]>0.5\n",
    "print(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d6278f3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.55409576, 1.32681678, 1.28492114, 0.72447866, 1.13060776])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp_test=stock_day_change[0:2,0:5]\n",
    "tmp_test[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "98ee898d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.        ,  1.        , -0.40373811, -0.550034  ,  1.        ],\n",
       "       [ 0.34290936,  1.        ,  1.        , -0.29882772, -1.50172656]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp_test[tmp_test>0.5]=1\n",
    "tmp_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "86e83ae9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.73522457 -0.58221399 -0.68161313 -0.06997499  0.52960704]\n",
      " [-0.97126164  1.00352049  0.73155169 -0.27589782  0.06273008]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([1.00352049])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp_test=stock_day_change[-2:,-5:]\n",
    "print(tmp_test)\n",
    "tmp_test[(tmp_test>1)|(tmp_test<-1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2d0f9a19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#np.all判断序列中所有的元素是否全部是true，即对bool序列进行与操作\n",
    "np.all(stock_day_change[0:2,0:5]>0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8747d502",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#np.any判断序列中所有的元素是否有元素是true，即对bool序列进行或操作\n",
    "np.any(stock_day_change[0:2,0:5]>0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "36427b69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.        ,  1.        , -0.40373811, -0.06997499,  1.        ],\n",
       "       [ 0.34290936,  1.00352049,  1.        , -0.27589782,  0.06273008]])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对两个序列对应的元素亮了比较，maximum()结果几去打，相对使用mininum()为取消的结果集\n",
    "np.maximum(stock_day_change[0:2,0:5],stock_day_change[-2:,-5:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f11fb181",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1  1  0  0  1]\n",
      " [ 0  1  1  0 -1]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([-1,  0,  1])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "change_int=stock_day_change[0:2,0:5].astype(int)\n",
    "print(change_int)\n",
    "np.unique(change_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6d2b994f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.          1.         -0.40373811 -0.550034    1.        ]\n",
      " [ 0.34290936  1.          1.         -0.29882772 -1.50172656]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0.        , -1.40373811, -0.14629589,  1.550034  ],\n",
       "       [ 0.65709064,  0.        , -1.29882772, -1.20289884]])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# axis=1\n",
    "print(stock_day_change[0:2,0:5])\n",
    "np.diff(stock_day_change[0:2,0:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8a66707e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 0 0 0 1]\n",
      " [0 1 1 0 0]]\n"
     ]
    }
   ],
   "source": [
    "#np.where()函数在数据筛选、改造中有非常大的作用\n",
    "tmp_test=stock_day_change[-2:,-5:]\n",
    "print(np.where(tmp_test>0.5, 1, 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "1a77e2d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.73522457 -0.58221399 -0.68161313 -0.06997499  1.        ]\n",
      " [-0.97126164  1.          1.         -0.27589782  0.06273008]]\n"
     ]
    }
   ],
   "source": [
    "print(np.where(tmp_test>0.5, 1, tmp_test))\n",
    "# np.logical_or()\n",
    "# bp.logical_and()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a493019d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#np.save可以将Numpy序列化持久保存\n",
    "np.save('./stock_day_change',stock_day_change)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "0d8cd594",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 504)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取数据np.load()，注意参数加上npy后缀\n",
    "stock_day_change=np.load('./stock_day_change.npy')\n",
    "stock_day_change.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "38d85d52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.        ,  1.        , -0.40373811, -0.550034  ],\n",
       "       [ 0.34290936,  1.        ,  1.        , -0.29882772],\n",
       "       [-0.47977503, -0.3263761 ,  0.06728695,  0.41420108],\n",
       "       [-0.41263721, -0.05766356, -0.19172815, -0.95393588]])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_day_change_four=stock_day_change[:4,:4]\n",
    "stock_day_change_four"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "e9cbbb49",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最大涨幅[ 1.          1.          0.41420108 -0.05766356]\n",
      "最大涨幅[-0.550034   -0.29882772 -0.47977503 -0.95393588]\n"
     ]
    }
   ],
   "source": [
    "# 横向的分析某只股票在4天内的统计信息，需要使用参数axis=1\n",
    "print('最大涨幅{}'.format(np.max(stock_day_change_four,axis=1)))\n",
    "print('最大涨幅{}'.format(np.min(stock_day_change_four,axis=1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "95a5720e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最大涨幅[0.74025227 0.53905412 0.34872768 0.34187437]\n",
      "最大涨幅[ 0.26155697  0.51102041 -0.08116578 -0.4039912 ]\n"
     ]
    }
   ],
   "source": [
    "print('最大涨幅{}'.format(np.std(stock_day_change_four,axis=1)))\n",
    "print('最大涨幅{}'.format(np.mean(stock_day_change_four,axis=1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e75f0b82",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最大涨幅[0 1 3 1]\n",
      "最大涨幅[3 3 0 3]\n"
     ]
    }
   ],
   "source": [
    "print('最大涨幅{}'.format(np.argmax(stock_day_change_four,axis=1)))\n",
    "print('最大涨幅{}'.format(np.argmin(stock_day_change_four,axis=1)))\n",
    "# axis=1 表示横向的\n",
    "# axis=0 表示纵向的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5f3fd10b",
   "metadata": {},
   "outputs": [],
   "source": [
    "a_investor=np.random.normal(loc=100,scale=50,size=(100,1))\n",
    "b_investor=np.random.normal(loc=100,scale=50,size=(100,1))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "91861fb7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "a交易者的期望93.85, 标准差42.40, 方差1797.94\n",
      "b交易者的期望100.88, 标准差43.48, 方差1890.87\n"
     ]
    }
   ],
   "source": [
    "print('a交易者的期望{0:.2f}, 标准差{1:.2f}, 方差{2:.2f}'.format(\n",
    "    a_investor.mean(),a_investor.std(),a_investor.var()))\n",
    "print('b交易者的期望{0:.2f}, 标准差{1:.2f}, 方差{2:.2f}'.format(\n",
    "    b_investor.mean(),b_investor.std(),b_investor.var()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "c46cbed0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x117b82490>]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a_mean=a_investor.mean()\n",
    "a_std=a_investor.std()   \n",
    "# 收益绘制曲线\n",
    "import matplotlib.pyplot as plt\n",
    "plt.plot(a_investor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "924e6286",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "股票0 mean均值期望：-0.055\n",
      "股票0 std振幅标准差：0.995\n"
     ]
    }
   ],
   "source": [
    "#正态分布 p62\n",
    "import scipy.stats as scs\n",
    "import matplotlib.pyplot as plt\n",
    "stock_mean=stock_day_change[0].mean()\n",
    "stock_std=stock_day_change[0].std()\n",
    "\n",
    "print('股票0 mean均值期望：{:.3f}'.format(stock_mean))\n",
    "print('股票0 std振幅标准差：{:.3f}'.format(stock_std))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "871d61e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x13b228790>]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(stock_day_change[0], bins=50, density=True)\n",
    "fit_linspace=np.linspace(stock_day_change[0].min(),stock_day_change[0].max())\n",
    "# 由均值、方差来描述曲线，使用scipy.stats.norm.pdf生成拟合曲线\n",
    "pdf=scs.norm(stock_mean, stock_std).pdf(fit_linspace)\n",
    "plt.plot(fit_linspace, pdf,lw=2,c='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9ad5a7b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.00169539, 0.00248425, 0.00359012, 0.00511697, 0.00719293,\n",
       "       0.00997213, 0.01363513, 0.01838738, 0.02445512, 0.03207811,\n",
       "       0.04149895, 0.05294861, 0.0666287 , 0.08269082, 0.10121444,\n",
       "       0.12218472, 0.14547238, 0.17081792, 0.19782242, 0.22594714,\n",
       "       0.25452322, 0.28277252, 0.3098391 , 0.33483008, 0.35686334,\n",
       "       0.37511863, 0.38888802, 0.39762138, 0.40096283, 0.39877482,\n",
       "       0.39114751, 0.37839261, 0.36102223, 0.33971481, 0.31527115,\n",
       "       0.28856471, 0.26049023, 0.23191502, 0.20363646, 0.17634837,\n",
       "       0.1506179 , 0.1268735 , 0.10540338, 0.08636292, 0.06978939,\n",
       "       0.05562124, 0.0437201 , 0.03389307, 0.02591372, 0.01954061])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "0855f783",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-43.90476531 -43.00155931 -42.95640994]\n"
     ]
    }
   ],
   "source": [
    "keep_days=50\n",
    "stock_day_change_test=stock_day_change[:stock_cnt,0:view_days-keep_days]\n",
    "#stock_day_change_test\n",
    "print(np.sort(np.sum(stock_day_change_test,axis=1))[:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "5be68e83",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "买入第[16 64 22]只股票， 从第454个交易日开始持有盈亏：-16.29%\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_lower_array=np.argsort(np.sum(stock_day_change_test,axis=1))[:3]\n",
    "#stock_lower_array\n",
    "def show_buy_lower(stock_ind):\n",
    "    \"\"\"\n",
    "    :param stock_ind: 股票序号，即在stock_day_change中的位置\n",
    "    ：return:\n",
    "    \"\"\"\n",
    "    _, axs =plt.subplots(nrows=1, ncols=2, figsize=(16.0, 5.0))\n",
    "    #np.cumsum: 序列连续求和\n",
    "    axs[0].plot(np.arange(0, view_days-keep_days),stock_day_change_test[stock_ind].cumsum())\n",
    "    \n",
    "    cs_buy=stock_day_change[stock_ind][view_days-keep_days:view_days].cumsum()\n",
    "    axs[1].plot(np.arange(view_days-keep_days, view_days), cs_buy)\n",
    "    return cs_buy[-1]\n",
    "\n",
    "profit=0\n",
    "for stock_ind in stock_lower_array:\n",
    "    #print(stock_ind)\n",
    "    profit += show_buy_lower(stock_ind)\n",
    "print('买入第{}只股票， 从第454个交易日开始持有盈亏：{:.2f}%'.format(stock_lower_array, profit))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "bae0012f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[997028, 998348, 998698, 1002214, 997794, 998676, 997196, 996002, 1003306, 1000618, 995834, 996796, 1001006, 996160, 1002010, 1003040, 996978, 994654, 1001140, 1000934, 997398, 1004756, 999874, 1003148, 1000518, 993844, 1001330, 994092, 1001648, 998418, 1001902, 999506, 999526, 1006472, 1003018, 1001830, 1002666, 1003352, 999890, 999480, 1006732, 997422, 1003522, 998428, 1002274, 997080, 992966, 995994, 1001670, 1010306, 998370, 1005142, 1002256, 994492, 999812, 1001916, 999980, 1000750, 1006238, 1003910, 997506, 1001438, 1003930, 1000376, 997902, 1000072, 998332, 998170, 998056, 1001178, 1001812, 999346, 1001566, 997390, 996538, 1003760, 1005560, 1000072, 1000742, 1001802, 1000294, 997742, 1000980, 999788, 1001308, 1005682, 994128, 1002680, 996098, 994028, 1002526, 998026, 999138, 1003112, 998762, 999304, 1000724, 1004272, 1000584, 1001184]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhYAAAGvCAYAAAAHapzzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAg0UlEQVR4nO3deZBV1Z3A8V8D0jRCg+yg7BpFQQQXgk5cKcEiSsZMFocogwkmI3EZJkaIpQ46CpaGMGUSzFgCOqNgnLiNRAZDgsYRXFCiiYqAorigiUg3i7ZAn/nDoscXQHhwupvGz6fqVdn33eXcw+X119v9eCUppRQAABk0qu8BAAD7DmEBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZNKnrA1ZXV8fbb78dLVu2jJKSkro+PACwG1JKsW7duujSpUs0arTj+xJ1HhZvv/12dO3ata4PCwBksGrVqjjooIN2+Hydh0XLli0j4pOBlZeX1/XhAYDdUFlZGV27dq35Pr4jdR4WW3/8UV5eLiwAoIHZ2a8x+OVNACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2df6x6UDd6DF+zm5vu3Ly8IwjAT5P3LEAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDZFhcWWLVviyiuvjJ49e0ZZWVn07t07rr322kgp1db4AIAGpEkxK99www0xbdq0uP322+OII46IZ555JkaPHh2tWrWKiy++uLbGCAA0EEWFxRNPPBEjRoyI4cOHR0REjx49YtasWfHUU0/VyuAAgIalqB+FHH/88TF//vx45ZVXIiLiD3/4Qzz++ONxxhln7HCbqqqqqKysLHgAAPumou5YjB8/PiorK+Owww6Lxo0bx5YtW+K6666LkSNH7nCbSZMmxcSJE/d4oLAneoyfs9vbrpw8vF6Ou6fHri/1NdfA3qGoOxa//OUv484774y77rornn322bj99tvjpptuittvv32H20yYMCEqKipqHqtWrdrjQQMAe6ei7lhcdtllMX78+PjmN78ZERH9+vWL119/PSZNmhSjRo3a7jalpaVRWlq65yMFAPZ6Rd2x2LhxYzRqVLhJ48aNo7q6OuugAICGqag7FmeeeWZcd9110a1btzjiiCPiueeeiylTpsT5559fW+MDABqQosLi5ptvjiuvvDIuvPDCeO+996JLly7x3e9+N6666qraGh8A0IAUFRYtW7aMqVOnxtSpU2tpOABAQ+azQgCAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBk06S+B8DnS4/xc3Z725WTh2ccCZ9lT/6cgM83dywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkE3RYfHWW2/Ft771rWjbtm2UlZVFv3794plnnqmNsQEADUyTYlb+4IMP4oQTTohTTjklHn744Wjfvn0sW7YsDjjggNoaHwDQgBQVFjfccEN07do1ZsyYUbOsZ8+e2QcFADRMRf0o5MEHH4xjjjkmvva1r0WHDh1iwIABceutt37mNlVVVVFZWVnwAAD2TUXdsXj11Vdj2rRpMW7cuPjRj34UTz/9dFx88cXRtGnTGDVq1Ha3mTRpUkycODHLYIF9W4/xc+rluCsnD6+X48K+qKg7FtXV1TFw4MC4/vrrY8CAAXHBBRfEmDFj4pZbbtnhNhMmTIiKioqax6pVq/Z40ADA3qmosOjcuXMcfvjhBcv69OkTb7zxxg63KS0tjfLy8oIHALBvKiosTjjhhFi6dGnBsldeeSW6d++edVAAQMNUVFj80z/9UyxatCiuv/76WL58edx1113x7//+7zF27NjaGh8A0IAUFRbHHnts3HfffTFr1qzo27dvXHvttTF16tQYOXJkbY0PAGhAinpXSETEl7/85fjyl79cG2MBABo4nxUCAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBk06S+BwC7qsf4OfU9hDr3eTxnoGFzxwIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2exRWEyePDlKSkri0ksvzTQcAKAh2+2wePrpp+MXv/hFHHnkkTnHAwA0YLsVFuvXr4+RI0fGrbfeGgcccEDuMQEADdRuhcXYsWNj+PDhMWTIkJ2uW1VVFZWVlQUPAGDf1KTYDWbPnh3PPvtsPP3007u0/qRJk2LixIlFD4za1WP8nN3eduXk4RlHAvXP3wfIp6g7FqtWrYpLLrkk7rzzzmjWrNkubTNhwoSoqKioeaxatWq3BgoA7P2KumOxePHieO+992LgwIE1y7Zs2RKPPfZY/PSnP42qqqpo3LhxwTalpaVRWlqaZ7QAwF6tqLA47bTT4oUXXihYNnr06DjssMPi8ssv3yYqAIDPl6LComXLltG3b9+CZfvvv3+0bdt2m+UAwOePf3kTAMim6HeF/LUFCxZkGAYAsC9wxwIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANk3qewB7ix7j59TLcVdOHl4vx90T9TVX9eXzdr4Ae8IdCwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkU1RYTJo0KY499tho2bJldOjQIb7yla/E0qVLa2tsAEADU1RYPProozF27NhYtGhRPPLII7Fp06Y4/fTTY8OGDbU1PgCgAWlSzMpz584t+HrmzJnRoUOHWLx4cZx44olZBwYANDxFhcVfq6ioiIiINm3a7HCdqqqqqKqqqvm6srJyTw4JAOzFdjssqqur49JLL40TTjgh+vbtu8P1Jk2aFBMnTtzdwwCwHT3Gz6nvIRRt5eTh9T0E6sBuvytk7Nix8cc//jFmz579metNmDAhKioqah6rVq3a3UMCAHu53bpj8f3vfz8eeuiheOyxx+Kggw76zHVLS0ujtLR0twYHADQsRYVFSikuuuiiuO+++2LBggXRs2fP2hoXANAAFRUWY8eOjbvuuiseeOCBaNmyZaxevToiIlq1ahVlZWW1MkAAoOEo6ncspk2bFhUVFXHyySdH586dax533313bY0PAGhAiv5RCADAjvisEAAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZNKnvAeTUY/yc+h5Cnfq8nS/sjfw9pDbsyXW1cvLwjCMpnjsWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhmt8LiZz/7WfTo0SOaNWsWgwYNiqeeeir3uACABqjosLj77rtj3LhxcfXVV8ezzz4b/fv3j6FDh8Z7771XG+MDABqQosNiypQpMWbMmBg9enQcfvjhccstt0Tz5s1j+vTptTE+AKABaVLMyh9//HEsXrw4JkyYULOsUaNGMWTIkFi4cOF2t6mqqoqqqqqarysqKiIiorKycnfG+5mqqzZm32dt25N5aIjnC3x+1cbr/r5qT17fa2uet+43pfSZ6xUVFn/5y19iy5Yt0bFjx4LlHTt2jJdffnm720yaNCkmTpy4zfKuXbsWc+h9Vqup9T0CgLrh9a5u1PY8r1u3Llq1arXD54sKi90xYcKEGDduXM3X1dXVsWbNmmjbtm2UlJTscLvKysro2rVrrFq1KsrLy2t7mHslc2AOIsxBhDmIMAcR5iCifucgpRTr1q2LLl26fOZ6RYVFu3btonHjxvHuu+8WLH/33XejU6dO292mtLQ0SktLC5a1bt16l49ZXl7+ub2AtjIH5iDCHESYgwhzEGEOIupvDj7rTsVWRf3yZtOmTePoo4+O+fPn1yyrrq6O+fPnx+DBg4sfIQCwTyn6RyHjxo2LUaNGxTHHHBPHHXdcTJ06NTZs2BCjR4+ujfEBAA1I0WHxjW98I/785z/HVVddFatXr46jjjoq5s6du80vdO6p0tLSuPrqq7f5McrniTkwBxHmIMIcRJiDCHMQ0TDmoCTt7H0jAAC7yGeFAADZCAsAIBthAQBkIywAgGyyhUUxH6W+adOmuOaaa6J3797RrFmz6N+/f8ydO7dgnXXr1sWll14a3bt3j7Kysjj++OPj6aefLtjH5ZdfHv369Yv9998/unTpEuedd168/fbbBfvp0aNHlJSUFDwmT56c67QL1PUcRET8wz/8wzbnN2zYsIJ11qxZEyNHjozy8vJo3bp1fPvb347169fnO/FPqY85+Ovz3/q48cYba9api+vgscceizPPPDO6dOkSJSUlcf/99+90mwULFsTAgQOjtLQ0Dj744Jg5c+Y26+xsTj/66KMYO3ZstG3bNlq0aBFf/epXt/lH7N54440YPnx4NG/ePDp06BCXXXZZbN68eU9Od4fqYx7WrFkTF110URx66KFRVlYW3bp1i4svvrjms4m22t51Mnv27D095W3U17Vw8sknb3N+3/ve9wrWqatroT7mYOXKlTt8Pbjnnntq1quL66A2zn9X9plSiquuuio6d+4cZWVlMWTIkFi2bFnBOrX+PSFlMHv27NS0adM0ffr09Kc//SmNGTMmtW7dOr377rvbXf+HP/xh6tKlS5ozZ05asWJF+vnPf56aNWuWnn322Zp1vv71r6fDDz88Pfroo2nZsmXp6quvTuXl5enNN99MKaW0du3aNGTIkHT33Xenl19+OS1cuDAdd9xx6eijjy44Vvfu3dM111yT3nnnnZrH+vXrc5x2vc9BSimNGjUqDRs2rOD81qxZU3CsYcOGpf79+6dFixal3//+9+nggw9O55xzzj4zB58+93feeSdNnz49lZSUpBUrVtSsUxfXwa9//et0xRVXpHvvvTdFRLrvvvs+c/1XX301NW/ePI0bNy69+OKL6eabb06NGzdOc+fOrVlnV+b0e9/7XuratWuaP39+euaZZ9IXv/jFdPzxx9c8v3nz5tS3b980ZMiQ9Nxzz6Vf//rXqV27dmnChAlZz3+r+piHF154IZ199tnpwQcfTMuXL0/z589PhxxySPrqV79acKyISDNmzCi4Dj788MN9Yg5SSumkk05KY8aMKTi/ioqKmufr8lqojznYvHnzNq8HEydOTC1atEjr1q2r2U9dXAe1cf67ss/JkyenVq1apfvvvz/94Q9/SGeddVbq2bNnwfnV9veELGFx3HHHpbFjx9Z8vWXLltSlS5c0adKk7a7fuXPn9NOf/rRg2dlnn51GjhyZUkpp48aNqXHjxumhhx4qWGfgwIHpiiuu2OE4nnrqqRQR6fXXX69Z1r179/STn/yk2FMqWn3NwahRo9KIESN2OK4XX3wxRUR6+umna5Y9/PDDqaSkJL311lu7fH67Ym+5DkaMGJFOPfXUgmV1dR1stSsvJD/84Q/TEUccUbDsG9/4Rho6dGjN1zub07Vr16b99tsv3XPPPTXrvPTSSyki0sKFC1NKn7wYNWrUKK1evbpmnWnTpqXy8vJUVVW12+e4K+pqHrbnl7/8ZWratGnatGlTUePJrS7n4KSTTkqXXHLJDo9TX9dCfV4HRx11VDr//POLHk9Ouc5/Z/usrq5OnTp1SjfeeGPNsrVr16bS0tI0a9aslFLdfE/Y4x+FbP0o9SFDhtQs25WPUm/WrFnBsrKysnj88ccjImLz5s2xZcuWz1xneyoqKqKkpGSbzyKZPHlytG3bNgYMGBA33nhj9tt+9T0HCxYsiA4dOsShhx4a//iP/xjvv/9+zXMLFy6M1q1bxzHHHFOzbMiQIdGoUaN48sknd++Et6O+52Crd999N+bMmRPf/va3t3mutq+DYi1cuLBgviIihg4dWjNfuzKnixcvjk2bNhWsc9hhh0W3bt1q1lm4cGH069ev4B+xGzp0aFRWVsaf/vSnWju/XZVjHranoqIiysvLo0mTwn8HcOzYsdGuXbs47rjjYvr06Tv9COi6kHMO7rzzzmjXrl307ds3JkyYEBs3/v/Hb+/N10JtXAeLFy+OJUuWbPf1YG+7DnZ2/rvitddei9WrVxfsp1WrVjFo0KCC14Pa/p6wx59uujsfpT506NCYMmVKnHjiidG7d++YP39+3HvvvbFly5aIiGjZsmUMHjw4rr322ujTp0907NgxZs2aFQsXLoyDDz54u/v86KOP4vLLL49zzjmn4INZLr744hg4cGC0adMmnnjiiZgwYUK88847MWXKlD099Rr1OQfDhg2Ls88+O3r27BkrVqyIH/3oR3HGGWfEwoULo3HjxrF69ero0KFDwbGbNGkSbdq0idWrV+8Tc/Bpt99+e7Rs2TLOPvvsguV1cR0Ua/Xq1dudr8rKyvjwww/jgw8+2Omcrl69Opo2bbpNTHfs2LHmz3dHx9n6XH3LMQ9/7S9/+Utce+21ccEFFxQsv+aaa+LUU0+N5s2bx7x58+LCCy+M9evXx8UXX5z3pIqUaw7+/u//Prp37x5dunSJ559/Pi6//PJYunRp3HvvvZ95nK3P1afauA5uu+226NOnTxx//PEFy/fG62Bn519WVrZL+9i63V/v59OvB7X9PaHWPzZ9e/7t3/4txowZE4cddliUlJRE7969Y/To0TF9+vSadf7jP/4jzj///DjwwAOjcePGMXDgwDjnnHNi8eLF2+xv06ZN8fWvfz1SSjFt2rSC5z79ke1HHnlkNG3aNL773e/GpEmT6vWfRM01B9/85jdr/rtfv35x5JFHRu/evWPBggVx2mmn1ek5FSv3dRARMX369Bg5cuQ2dzn21uuA/CorK2P48OFx+OGHx7/8y78UPHfllVfW/PeAAQNiw4YNceONN9Z7WOTy6ZDq169fdO7cOU477bRYsWJF9O7dux5HVvc+/PDDuOuuuwr+zLfa16+D+rbHPwrZnY9Sb9++fdx///2xYcOGeP311+Pll1+OFi1aRK9evWrW6d27dzz66KOxfv36WLVqVTz11FOxadOmgnUi/j8qXn/99XjkkUd2+jGygwYNis2bN8fKlSt374S3o77n4NN69eoV7dq1i+XLl0dERKdOneK9994rWGfz5s2xZs2aHY5td+wNc/D73/8+li5dGt/5znd2Ot7auA6K1alTp+3OV3l5eZSVle3SnHbq1Ck+/vjjWLt27Weus719bH2uvuWYh63WrVsXw4YNi5YtW8Z9990X++2332cee9CgQfHmm29GVVVVnpPZTTnn4NMGDRoUEVHwerC3Xgu55+C//uu/YuPGjXHeeeft9Nh7w3Wws/Pf1X1s3e6v9/Pp14Pa/p6wx2GxJx+l3qxZszjwwANj8+bN8atf/SpGjBixzTr7779/dO7cOT744IP4n//5n4J1tkbFsmXL4je/+U20bdt2p+NdsmRJNGrUaJtbQXuiPufgr7355pvx/vvvR+fOnSMiYvDgwbF27dqC/8P/7W9/G9XV1TUvOjnsDXNw2223xdFHHx39+/ff6Xhr4zoo1uDBgwvmKyLikUceqZmvXZnTo48+Ovbbb7+CdZYuXRpvvPFGzTqDBw+OF154oeDFZGuEH3744bV2frsqxzxEfHKn4vTTT4+mTZvGgw8+uM1dq+1ZsmRJHHDAAfV+1yrXHPy1JUuWREQUvB7srddC7jm47bbb4qyzzor27dvv9Nh7w3Wws/PfFT179oxOnToV7KeysjKefPLJgteDWv+ekOM3QGfPnp1KS0vTzJkz04svvpguuOCC1Lp165rfPD733HPT+PHja9ZftGhR+tWvfpVWrFiRHnvssXTqqaemnj17pg8++KBmnblz56aHH344vfrqq2nevHmpf//+adCgQenjjz9OKaX08ccfp7POOisddNBBacmSJQVvG9r6281PPPFE+slPfpKWLFmSVqxYkf7zP/8ztW/fPp133nk5Trve52DdunXpBz/4QVq4cGF67bXX0m9+85s0cODAdMghh6SPPvqoZj/Dhg1LAwYMSE8++WR6/PHH0yGHHFJrbzet6znYqqKiIjVv3jxNmzZtm3HV1XWwbt269Nxzz6XnnnsuRUSaMmVKeu6552repTR+/Ph07rnn1qy/9e1ll112WXrppZfSz372s+2+ve6z5jSlT95u2q1bt/Tb3/42PfPMM2nw4MFp8ODBNc9vfYvh6aefnpYsWZLmzp2b2rdvX2tvN62PeaioqEiDBg1K/fr1S8uXLy94Pdi8eXNKKaUHH3ww3XrrremFF15Iy5YtSz//+c9T8+bN01VXXbVPzMHy5cvTNddck5555pn02muvpQceeCD16tUrnXjiiTX7qMtrob7+PqSU0rJly1JJSUl6+OGHtxlXXV0HtXH+O9tnSp+83bR169bpgQceSM8//3waMWLEdt9uWpvfE7KERUop3Xzzzalbt26padOm6bjjjkuLFi2qee6kk05Ko0aNqvl6wYIFqU+fPqm0tDS1bds2nXvuudu8zeXuu+9OvXr1Sk2bNk2dOnVKY8eOTWvXrq15/rXXXksRsd3H7373u5RSSosXL06DBg1KrVq1Ss2aNUt9+vRJ119/fcE33Zzqeg42btyYTj/99NS+ffu03377pe7du6cxY8Zs85fs/fffT+ecc05q0aJFKi8vT6NHjy54T3dDnoOtfvGLX6SysrLtPldX18Hvfve77V6PW8951KhR6aSTTtpmm6OOOio1bdo09erVK82YMWOb/X7WnKaU0ocffpguvPDCdMABB6TmzZunv/3bv03vvPNOwTorV65MZ5xxRiorK0vt2rVL//zP/1zwNsyc6mMednTMiEivvfZaSumTt9QdddRRqUWLFmn//fdP/fv3T7fcckvasmXLPjEHb7zxRjrxxBNTmzZtUmlpaTr44IPTZZddVvDvWKRUd9dCff19SCmlCRMmpK5du273z7auroPaOP+d7TOlT95yeuWVV6aOHTum0tLSdNppp6WlS5cW7Ke2vyf42HQAIBufFQIAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwDYBzz22GNx5plnRpcuXaKkpCTuv//+oveRUoqbbropvvCFL0RpaWkceOCBcd111xW1j3r5dFMAIK8NGzZE//794/zzz4+zzz57t/ZxySWXxLx58+Kmm26Kfv36xZo1a2LNmjVF7cO/vAkA+5iSkpK477774itf+UrNsqqqqrjiiiti1qxZsXbt2ujbt2/ccMMNcfLJJ0dExEsvvRRHHnlk/PGPf4xDDz10t4/tRyEA8Dnw/e9/PxYuXBizZ8+O559/Pr72ta/FsGHDYtmyZRER8d///d/Rq1eveOihh6Jnz57Ro0eP+M53vlP0HQthAQD7uDfeeCNmzJgR99xzT3zpS1+K3r17xw9+8IP4m7/5m5gxY0ZERLz66qvx+uuvxz333BN33HFHzJw5MxYvXhx/93d/V9Sx/I4FAOzjXnjhhdiyZUt84QtfKFheVVUVbdu2jYiI6urqqKqqijvuuKNmvdtuuy2OPvroWLp06S7/eERYAMA+bv369dG4ceNYvHhxNG7cuOC5Fi1aRERE586do0mTJgXx0adPn4j45I6HsAAAIiJiwIABsWXLlnjvvffiS1/60nbXOeGEE2Lz5s2xYsWK6N27d0REvPLKKxER0b17910+lneFAMA+YP369bF8+fKI+CQkpkyZEqecckq0adMmunXrFt/61rfif//3f+PHP/5xDBgwIP785z/H/Pnz48gjj4zhw4dHdXV1HHvssdGiRYuYOnVqVFdXx9ixY6O8vDzmzZu3y+MQFgCwD1iwYEGccsop2ywfNWpUzJw5MzZt2hT/+q//GnfccUe89dZb0a5du/jiF78YEydOjH79+kVExNtvvx0XXXRRzJs3L/bff/8444wz4sc//nG0adNml8chLACAbLzdFADIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBk839ZLE6WW0spYAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gamblers=100\n",
    "def casino(win_rate, win_once=1, loss_once=1, commission=0.01):\n",
    "    my_money=1000000\n",
    "    play_cnt=10000000\n",
    "    #commission: 手续费简单设置为0.01 即1%\n",
    "    commission=commission\n",
    "    for _ in np.arange(0,play_cnt):\n",
    "        # 使用伯努利分布，根据win_rate来获取输赢\n",
    "        w=np.random.binomial(1, win_rate)\n",
    "        if w:\n",
    "            # 赢了，+ win_once\n",
    "            my_money+=win_once\n",
    "        else:\n",
    "            my_money-=win_once\n",
    "        my_money-=commission\n",
    "        if my_money<=0:\n",
    "            break\n",
    "    return my_money\n",
    "\n",
    "# 假定天堂赌场，没有老千，也没有抽头\n",
    "# 100个赌徒进场，胜率0.5，赔率1，还没手续费\n",
    "heaven_moneys=[casino(0.5,commission=0) for _ in np.arange(0, gamblers)]\n",
    "print(heaven_moneys)\n",
    "# 假定天堂赌场，有老千，没有抽头，导致胜率只能达到0.4\n",
    "# 100个赌徒进场，胜率0.4，赔率1，还没手续费\n",
    "cheat_moneys=[casino(0.4,commission=0) for _ in np.arange(0, gamblers)]\n",
    "# 假定天堂赌场，没有老千，手续费0.01的情况\n",
    "# 100个赌徒进场，胜率0.5，赔率1，还没手续费\n",
    "cheat_moneys=[casino(0.5,commission=0.01)  for _ in np.arange(0, gamblers)]\n",
    "\n",
    "plt.hist(heaven_moneys,bins=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "42d39808",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
